A central goal within scientific machine learning is to incorporate existing physical knowledge into the models, both to aid the learning process and to ensure that physically plausible models are learned. To illustrate the improved capability of MIOSR in service of this goal, we replicate the experiment performed by [1]} on the two-dimensional Duffing system.
